How AI Is Redefining Enterprise Cloud Competition
This Forbes article explores how AI is reshaping competition across the cloud industry and influencing enterprise cloud strategies. Reach out to MALA Technology Advisors to discuss how evolving cloud capabilities may impact your technology roadmap.
How is AI changing the way enterprises choose cloud providers?
AI is reshaping cloud decisions by shifting the focus from basic infrastructure metrics to AI capabilities and business outcomes.
Historically, enterprises compared cloud platforms mainly on cost, reliability, and breadth of services. Those factors still matter, but they’re no longer enough. Today, many organizations are asking: “Which cloud will best support our AI strategy?”
Two trends highlight this shift:
- AI-first cloud offerings are growing fastest. In 2025, generative AI-specific cloud services were reportedly the fastest-growing segment of the overall cloud service market.
- Cloud + AI are converging. Examples include ByteDance’s AI-centric Volcano Engine and the partnership between OpenAI and Snowflake, where frontier AI models are integrated directly into a cloud data platform.
As a result, cloud selection is increasingly about:
- The strength and maturity of built-in AI services (e.g., NLP, computer vision, agentic frameworks).
- How easily AI can be embedded into your products, workflows, and customer experiences.
- How well the provider’s AI roadmap aligns with your long-term business strategy.
In short, enterprises are starting to treat cloud platforms less as interchangeable infrastructure and more as strategic AI platforms that can help them reimagine products, operations, and customer engagement.
What are some examples of AI-first cloud strategies in the market?
Several high-profile moves illustrate how cloud competition is being reshaped around AI capabilities rather than pure infrastructure:
- ByteDance and Volcano Engine (China)
- ByteDance has repositioned its Volcano Engine from a traditional infrastructure play to an AI execution platform.
- Instead of only selling compute and storage, it offers access to the algorithms and data-driven tools behind its apps, including the AI-augmented video editor CapCut.
- Enterprise customers can build services using real-time content analytics, sentiment analysis, deep personalization, and predictive capabilities.
- This AI-centric approach has helped ByteDance gain traction in AI services, the fastest-growing segment of China’s cloud market.
- OpenAI x Snowflake partnership
- Snowflake is integrating frontier AI models from OpenAI directly into its cloud data platform.
- This blurs the line between data infrastructure and AI tooling, allowing customers to work with data and AI in one environment.
- For enterprises, it means they can move more quickly from AI experimentation to production use cases inside their existing data stack.
- Perplexity and Microsoft Azure
- Search-oriented AI company Perplexity has announced a partnership with Microsoft Azure.
- This is another example of cloud and AI providers collaborating to deliver AI at scale, rather than treating AI as an add-on.
Together, these examples show a clear pattern: cloud providers and AI companies are reimagining cloud platforms as AI delivery engines, not just places to run workloads. That’s changing how enterprises evaluate and select their cloud partners.
How should enterprises adapt their cloud strategy for an AI-first world?
To adapt to AI-driven cloud competition, enterprises need to rethink cloud strategy as a core part of their AI strategy, not just an IT infrastructure decision.
Key steps include:
- Evaluate cloud platforms through an AI lens.
- Look beyond price and uptime to assess AI maturity: available models, managed AI services, agentic frameworks, and integration options.
- Consider capabilities like natural language processing, computer vision, model selection, oversight, and governance.
- Align cloud choices with business goals.
- Start with what you’re trying to achieve with AI: personalization, automation, analytics, new products, or all of the above.
- Ask how each provider’s AI offerings will help you embed AI into core workflows and customer experiences, not just run pilots.
- Involve cross-functional stakeholders.
- Cloud decisions can no longer sit solely with IT procurement.
- Bring in leaders from product, data, finance, operations, and risk to ensure the platform supports long-term strategic goals.
- Manage vendor lock-in risk.
- Recognize that AI services can create new forms of dependency, as critical tools become tightly coupled to a single provider.
- Assess how easily you can switch, adopt a multi-cloud approach where appropriate, and check how well the provider’s AI roadmap aligns with your future ambitions.
Ultimately, forward-looking organizations treat cloud platforms as strategic AI enablers. The question shifts from “Which cloud is cheapest?” to “Which cloud will best support how we want to use AI over the next 3–5 years?”
How AI Is Redefining Enterprise Cloud Competition
published by MALA Technology Advisors
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